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Notes on AI agents, automation, and where models fit into the products we ship.
For a live site, see AI and automation.
12 articles
Here’s a question burning through every AI developer’s mind right now: If APIs have been working perfectly fine for decades, why did we suddenly need something called Model Context Protocol (MCP)? I’ve been tracking this shift since Anthropic released MCP in late 2024, and honestly, the answer blew my mind. Technology writers have dubbed MCP
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Building MCP servers used to be a nightmare. Complex configurations, endless documentation, and debugging sessions that lasted hours. But what if I told you that you could build a fully functional live weather MCP server and integrate it with Claude Desktop, VS Code, and Cursor in under 30 minutes using FastMCP and TypeScript? I’ve helped
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Want to know why 89% of developers struggle with their first MCP server? They skip the fundamentals and dive straight into code, only to spend hours debugging environment issues that could have been avoided with proper setup. I’ve watched hundreds of developers make the same mistakes over and over. Missing prerequisites, wrong IDE configurations, platform-specific
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